Machine Learning for Medical Image Reconstruction: Second International Workshop, MLMIR 2019, Held in Conjunction with MICCAI 2019, Shenzhen, China, October 17, 2019, Proceedings

Front Matter ....Pages i-ix
Front Matter ....Pages 1-1
 Recon-GLGAN: A Global-Local Context Based Generative Adversarial Network for MRI Reconstruction  (Balamurali Murugesan, S. Vijaya Raghavan, Kaushik Sarveswaran, Keerthi Ram, Mohanasankar Sivaprakasam)....Pages 3-15
 Self-supervised Recurrent Neural Network for 4D Abdominal and In-utero MR Imaging  (Tong Zhang, Laurence H. Jackson, Alena Uus, James R. Clough, Lisa Story, Mary A. Rutherford et al.)....Pages 16-24
 Fast Dynamic Perfusion and Angiography Reconstruction Using an End-to-End 3D Convolutional Neural Network  (Sahar Yousefi, Lydiane Hirschler, Merlijn van der Plas, Mohamed S. Elmahdy, Hessam Sokooti, Matthias Van Osch et al.)....Pages 25-35
 APIR-Net: Autocalibrated Parallel Imaging Reconstruction Using a Neural Network  (Chaoping Zhang, Florian Dubost, Marleen de Bruijne, Stefan Klein, Dirk H. J. Poot)....Pages 36-46
 Accelerated MRI Reconstruction with Dual-Domain Generative Adversarial Network  (Guanhua Wang, Enhao Gong, Suchandrima Banerjee, John Pauly, Greg Zaharchuk)....Pages 47-57
 Deep Learning for Low-Field to High-Field MR: Image Quality Transfer with Probabilistic Decimation Simulator  (Hongxiang Lin, Matteo Figini, Ryutaro Tanno, Stefano B. Blumberg, Enrico Kaden, Godwin Ogbole et al.)....Pages 58-70
 Joint Multi-anatomy Training of a Variational Network for Reconstruction of Accelerated Magnetic Resonance Image Acquisitions  (Patricia M. Johnson, Matthew J. Muckley, Mary Bruno, Erich Kobler, Kerstin Hammernik, Thomas Pock et al.)....Pages 71-79
 Modeling and Analysis Brain Development via Discriminative Dictionary Learning  (Mingli Zhang, Yuhong Guo, Caiming Zhang, Jean-Baptiste Poline, Alan Evans)....Pages 80-88
Front Matter ....Pages 89-89
 Virtual Thin Slice: 3D Conditional GAN-based Super-Resolution for CT Slice Interval  (Akira Kudo, Yoshiro Kitamura, Yuanzhong Li, Satoshi Iizuka, Edgar Simo-Serra)....Pages 91-100
 Data Consistent Artifact Reduction for Limited Angle Tomography with Deep Learning Prior  (Yixing Huang, Alexander Preuhs, Günter Lauritsch, Michael Manhart, Xiaolin Huang, Andreas Maier)....Pages 101-112
 Measuring CT Reconstruction Quality with Deep Convolutional Neural Networks  (Mayank Patwari, Ralf Gutjahr, Rainer Raupach, Andreas Maier)....Pages 113-124
 Deep Learning Based Metal Inpainting in the Projection Domain: Initial Results  (Tristan M. Gottschalk, Björn W. Kreher, Holger Kunze, Andreas Maier)....Pages 125-136
Front Matter ....Pages 137-137
 Flexible Conditional Image Generation of Missing Data with Learned Mental Maps  (Benjamin Hou, Athanasios Vlontzos, Amir Alansary, Daniel Rueckert, Bernhard Kainz)....Pages 139-150
 Spatiotemporal PET Reconstruction Using ML-EM with Learned Diffeomorphic Deformation  (Ozan Öktem, Camille Pouchol, Olivier Verdier)....Pages 151-162
 Stain Style Transfer Using Transitive Adversarial Networks  (Shaojin Cai, Yuyang Xue, Qinquan Gao, Min Du, Gang Chen, Hejun Zhang et al.)....Pages 163-172
 Blind Deconvolution Microscopy Using Cycle Consistent CNN with Explicit PSF Layer  (Sungjun Lim, Jong Chul Ye)....Pages 173-180
 Deep Learning Based Approach to Quantification of PET Tracer Uptake in Small Tumors  (Laura Dal Toso, Elisabeth Pfaehler, Ronald Boellaard, Julia A. Schnabel, Paul K. Marsden)....Pages 181-192
 Task-GAN: Improving Generative Adversarial Network for Image Reconstruction  (Jiahong Ouyang, Guanhua Wang, Enhao Gong, Kevin Chen, John Pauly, Greg Zaharchuk)....Pages 193-204
 Gamma Source Location Learning from Synthetic Multi-pinhole Collimator Data  (Peter A. von Niederhäusern, Carlo Seppi, Simon Pezold, Guillaume Nicolas, Spyridon Gkoumas, Stephan K. Haerle et al.)....Pages 205-214
 Neural Denoising of Ultra-low Dose Mammography  (Michael Green, Miri Sklair-Levy, Nahum Kiryati, Eli Konen, Arnaldo Mayer)....Pages 215-225
 Image Reconstruction in a Manifold of Image Patches: Application to Whole-Fetus Ultrasound Imaging  (Alberto Gomez, Veronika Zimmer, Nicolas Toussaint, Robert Wright, James R. Clough, Bishesh Khanal et al.)....Pages 226-235
 Image Super Resolution via Bilinear Pooling: Application to Confocal Endomicroscopy  (Saeed Izadi, Darren Sutton, Ghassan Hamarneh)....Pages 236-244
 TPSDicyc: Improved Deformation Invariant Cross-domain Medical Image Synthesis  (Chengjia Wang, Giorgos Papanastasiou, Sotirios Tsaftaris, Guang Yang, Calum Gray, David Newby et al.)....Pages 245-254
 PredictUS: A Method to Extend the Resolution-Precision Trade-Off in Quantitative Ultrasound Image Reconstruction  (Farah Deeba, Robert Rohling)....Pages 255-264
 Correction to: Gamma Source Location Learning from Synthetic Multi-pinhole Collimator Data  (Peter A. von Niederhäusern, Carlo Seppi, Simon Pezold, Guillaume Nicolas, Spyridon Gkoumas, Stephan K. Haerle et al.)....Pages C1-C1
Back Matter ....Pages 265-266